AI Playbooks
Large Model Intelligence｜4-Bit Quantization Frontier Introduction: Balancing Compression and Accuracy In our previous discussion on 8-bit quantization (W8A8), pioneers balanced accuracy with efficiency, pointing the way toward slimmer and faster large models. But for enormous models—with parameters in the hundreds of billions to trillions—8-bit remains too large
AI Playbooks
# Understanding Dependency Injection in FastAPI Several languages and frameworks rely heavily on **dependency injection** — no pun intended. Go, Angular, NestJS, and Python's **FastAPI** all use it as a core architectural pattern. If you've worked with FastAPI, you've likely encountered dependencies in action. Maybe you’
AI Playbooks
Text-to-SQL: Advancing Agentic AI Development In the fast‑evolving landscape of agentic development, natural language is becoming the default medium for interaction. A critical enabler of this shift is high‑accuracy text‑to‑SQL conversion — allowing smarter, more capable agents to: * Empower non‑technical users to access data independently * Boost
AI Playbooks
📰 Weekly Highlights > Summary: > - `useTransition` misuse — Interaction problems and alternative solutions. > - Expo in 2025 — Positioning within the React Native ecosystem. > - Your URL as state — Best practices and examples. > - ElevenLabs UI release — A component library for multimodal agent scenarios. --- 🔥 Trending This Week
AI Playbooks
# RL Environments and the Hierarchy of Agentic Capabilities  2025 is shaping up to be **the year of the Agent** — AI has stepped out of the chat box and begun to enter the real world. But the big questions
AI Playbooks
Transcript Summary: Vivek Gupta on AI Leadership, Engineering Growth & MAIDAP Program Vivek Gupta Director of the AI Rotational Program at Microsoft Over 30 years of experience in consulting, software development, product work, customer engagement, and 12+ years focusing on AI and machine learning. Worked initially at Nokia with maps
AI Playbooks
!image --- Building AI Agents with Low-Code Platforms Recently, we’ve launched a series of topics to help everyone learn AI agents systematically: “Hello-Agents” Project Officially Released — Learn AI Agents from Scratch As AI technology matures, more capabilities are becoming “platformized.” Similar to how web development evolved from hand-coded HTML/
AI Playbooks
Running a Large Language Model (LLM) on Your Computer — Made Simple Running a large language model (LLM) locally is easier than ever. You no longer need cloud subscriptions or massive servers — with just your PC, you can operate models like Llama, Mistral, or Phi, privately and offline. This guide shows
AI Playbooks
# Building Agents with the Claude Agent SDK Last year, we shared our experience with clients on [building effective agents](https://www.anthropic.com/engineering/building-effective-agents). Since then, we released [Claude Code](https://www.anthropic.com/claude-code) — an **agent-based coding solution** designed to boost internal development efficiency at Anthropic. Over recent
AI Playbooks
Why Don’t Outstanding Engineers Reply to Your Recruitment Emails? In a YC talk, Juicebox CEO David Paffenholz revealed a mind‑shifting truth: Recruitment is essentially sales. From crafting outreach emails with a 40% reply rate to completing hires within a week, his methodology offers startups a competitive edge in